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<div id="definition" class="section level1">
<h1>Definition</h1>
<hr />
<p>A <code>stacked area chart</code> is the extension of a basic <a
href="https://www.data-to-viz.com/graph/area.html">area chart</a>. It
displays the evolution of the value of several groups on the same
graphic. The values of each group are displayed on top of each other,
what allows to check on the same figure the evolution of both the total
of a numeric variable, and the importance of each group.</p>
<p><br></p>
<p>The following example shows the evolution of baby name frequencies in
the US between 1880 and 2015.</p>
<center>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># Libraries</span></span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(babynames)</span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(streamgraph)</span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">library</span>(viridis)</span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="fu">library</span>(hrbrthemes)</span>
<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="fu">library</span>(plotly)</span>
<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a></span>
<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="co"># Load dataset from github</span></span>
<span id="cb1-10"><a href="#cb1-10" tabindex="-1"></a>data <span class="ot">&lt;-</span> babynames <span class="sc">%&gt;%</span></span>
<span id="cb1-11"><a href="#cb1-11" tabindex="-1"></a>  <span class="fu">filter</span>(name <span class="sc">%in%</span> <span class="fu">c</span>(<span class="st">&quot;Ashley&quot;</span>, <span class="st">&quot;Amanda&quot;</span>, <span class="st">&quot;Jessica&quot;</span>,    <span class="st">&quot;Patricia&quot;</span>, <span class="st">&quot;Linda&quot;</span>, <span class="st">&quot;Deborah&quot;</span>,   <span class="st">&quot;Dorothy&quot;</span>, <span class="st">&quot;Betty&quot;</span>, <span class="st">&quot;Helen&quot;</span>)) <span class="sc">%&gt;%</span></span>
<span id="cb1-12"><a href="#cb1-12" tabindex="-1"></a>  <span class="fu">filter</span>(sex<span class="sc">==</span><span class="st">&quot;F&quot;</span>)</span>
<span id="cb1-13"><a href="#cb1-13" tabindex="-1"></a></span>
<span id="cb1-14"><a href="#cb1-14" tabindex="-1"></a><span class="co"># Plot</span></span>
<span id="cb1-15"><a href="#cb1-15" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb1-16"><a href="#cb1-16" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>year, <span class="at">y=</span>n, <span class="at">fill=</span>name, <span class="at">text=</span>name)) <span class="sc">+</span></span>
<span id="cb1-17"><a href="#cb1-17" tabindex="-1"></a>    <span class="fu">geom_area</span>( ) <span class="sc">+</span></span>
<span id="cb1-18"><a href="#cb1-18" tabindex="-1"></a>    <span class="fu">scale_fill_viridis</span>(<span class="at">discrete =</span> <span class="cn">TRUE</span>) <span class="sc">+</span></span>
<span id="cb1-19"><a href="#cb1-19" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>) <span class="sc">+</span></span>
<span id="cb1-20"><a href="#cb1-20" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Popularity of American names in the previous 30 years&quot;</span>) <span class="sc">+</span></span>
<span id="cb1-21"><a href="#cb1-21" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb1-22"><a href="#cb1-22" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>)</span>
<span id="cb1-23"><a href="#cb1-23" tabindex="-1"></a><span class="fu">ggplotly</span>(p, <span class="at">tooltip=</span><span class="st">&quot;text&quot;</span>)</span></code></pre></div>
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</center>
<p><em>Note</em>: This graphic does not have a legend since it is
interactive. Hover a group to get its name. The dataset is available
through the <a href="https://github.com/hadley/babynames">babynames</a>
R library and a <code>.csv</code> version is available on <a
href="https://github.com/holtzy/data_to_viz/tree/master/Example_dataset">github</a>.</p>
</div>
<div id="what-for" class="section level1">
<h1>What for</h1>
<hr />
<p>The efficiency of stacked area graph is <a
href="https://www.data-to-viz.com/caveat/stacking.html">discussed</a>
and it must be used with care. To put it in a nutshell:</p>
<ul>
<li><p>stacked area graph are <code>appropriate</code> to study the
evolution of the <code>whole</code> and the
<code>relative proportions</code> of each group. Indeed, the top of the
areas allows to visualize how the whole behaves, like for a classic area
chart.</p></li>
<li><p>however they are not appropriate to study the evolution of each
<code>individual group</code>: it is very hard to substract the height
of other groups at each time point. For a more accurate but less
attractive figure, consider a <a
href="https://www.data-to-viz.com/graph/line.html">line chart</a> or <a
href="https://www.data-to-viz.com/graph/area.html">area chart</a> using
small multiple.</p></li>
</ul>
<p>This website dedicates a whole <a
href="https://www.data-to-viz.com/caveat/stacking.html">page about
stacking</a> and its potential pitfalls, <a
href="https://www.data-to-viz.com/caveat/stacking.html">visit it</a> to
go further.</p>
</div>
<div id="variation" class="section level1">
<h1>Variation</h1>
<hr />
<p>A variation of the stacked area graph is the
<code>percent stacked area graph</code>. It is the same thing but value
of each group are normalized at each time stamp. That allows to study
the percentage of each group in the whole more efficiently:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a>p <span class="ot">&lt;-</span> data <span class="sc">%&gt;%</span></span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>  <span class="co"># Compute the proportions:</span></span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a>  <span class="fu">group_by</span>(year) <span class="sc">%&gt;%</span></span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">freq =</span> n <span class="sc">/</span> <span class="fu">sum</span>(n)) <span class="sc">%&gt;%</span></span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>  <span class="fu">ungroup</span>() <span class="sc">%&gt;%</span></span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a></span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a>  <span class="co"># Plot</span></span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a>  <span class="fu">ggplot</span>( <span class="fu">aes</span>(<span class="at">x=</span>year, <span class="at">y=</span>freq, <span class="at">fill=</span>name, <span class="at">color=</span>name, <span class="at">text=</span>name)) <span class="sc">+</span></span>
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a>    <span class="fu">geom_area</span>(  ) <span class="sc">+</span></span>
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a>    <span class="fu">scale_fill_viridis</span>(<span class="at">discrete =</span> <span class="cn">TRUE</span>) <span class="sc">+</span></span>
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a>    <span class="fu">scale_color_viridis</span>(<span class="at">discrete =</span> <span class="cn">TRUE</span>) <span class="sc">+</span></span>
<span id="cb2-12"><a href="#cb2-12" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-13"><a href="#cb2-13" tabindex="-1"></a>    <span class="fu">ggtitle</span>(<span class="st">&quot;Popularity of American names in the previous 30 years&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-14"><a href="#cb2-14" tabindex="-1"></a>    <span class="fu">theme_ipsum</span>() <span class="sc">+</span></span>
<span id="cb2-15"><a href="#cb2-15" tabindex="-1"></a>    <span class="fu">theme</span>(<span class="at">legend.position=</span><span class="st">&quot;none&quot;</span>)</span>
<span id="cb2-16"><a href="#cb2-16" tabindex="-1"></a><span class="fu">ggplotly</span>(p, <span class="at">tooltip=</span><span class="st">&quot;text&quot;</span>)</span></code></pre></div>
<div class="plotly html-widget html-fill-item" id="htmlwidget-2787905b71588f1c80b7" style="width:960px;height:480px;"></div>
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</div>
<div id="mistake" class="section level1">
<h1>Common caveats</h1>
<hr />
<ul>
<li>Use it with care, try using small multiple with <a
href="https://www.data-to-viz.com/graph/area.html">area chart</a> or <a
href="https://www.data-to-viz.com/graph/line.html">line chart</a>
instead.</li>
<li>The group order (from bottom to top) can have an influence, try
several orders.</li>
</ul>
</div>
<div id="related" class="section level1">
<h1>Related</h1>
<hr />
<div class="row">
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="https://www.data-to-viz.com/graph/line.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/LineSmall.png">
<p class="mytitlerelated">
Line plot
</p>
<p class="mytextrelated">
Displays the evolution of one or several numeric variables.
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="https://www.data-to-viz.com/graph/area.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/AreaSmall.png">
<p class="mytitlerelated">
Area chart
</p>
<p class="mytextrelated">
Basically a line graph, filling the area under the curve.
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="https://www.data-to-viz.com/graph/stackedarea.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/StackedAreaSmall.png">
<p class="mytitlerelated">
Stacked area chart
</p>
<p class="mytextrelated">
Displays the evolution of the value of several groups on the same
graphic
</p>
</a>
</div>
<div class="col-lg-3 col-md-6 col-sm-6">
<a href="https://www.data-to-viz.com/graph/streamgraph.html" class="btn btn-primary mybtnrelated" style="margin-bottom:4px;white-space: normal !important;">
<img  src="https://github.com/holtzy/data_to_viz/raw/master/img/section/StreamSmall.png">
<p class="mytitlerelated">
Streamgraph
</p>
<p class="mytextrelated">
A stacked area graph displaced around a central axis, resulting in a
flowing, organic shape
</p>
</a>
</div>
</div>
</div>
<div id="code" class="section level1">
<h1>Build your own</h1>
<hr />
<p>The <a
href="https://www.r-graph-gallery.com/stacked-area-graph.html">R</a>, <a
href="https://www.python-graph-gallery.com/stacked-area-plot/">Python</a>,
<a
href="https://www.react-graph-gallery.com/stacked-area-plot">React</a>
and <a href="https://d3-graph-gallery.com/stackedarea.html">D3</a> graph
galleries are 4 websites providing hundreds of chart example, always
providing the reproducible code. Click the button below to see how to
build the chart you need with your favorite programing language.</p>
<p>
<a href="https://www.r-graph-gallery.com/stacked-area-graph.html" class="btn btn-primary">R
graph gallery</a>
<a href="https://python-graph-gallery.com/stacked-area-plot/" class="btn btn-primary">Python
gallery</a>
<a href="https://www.react-graph-gallery.com/stacked-area-plot" class="btn btn-primary">React
gallery</a>
<a href="https://d3-graph-gallery.com/stackedarea.html" class="btn btn-primary">D3
gallery</a>
</p>
</div>
</div>

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                  Dataviz decision tree
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                <p
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                  style="max-width: 600px; font-size: 18px"
                >
                  <a href="https://www.data-to-viz.com">Data To Viz</a> is a
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           &nbsp;
<hr />
<p style="text-align: center;">A work by <a href="https://www.yan-holtz.com/">Yan Holtz</a> for <a href="https://data-to-viz.com">data-to-viz.com</a></p>

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